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Testing /spl alpha/-stable processes in modelling broadband teletraffic | IEEE Conference Publication | IEEE Xplore

Testing /spl alpha/-stable processes in modelling broadband teletraffic


Abstract:

The paper presents the analysis of the applicability of /spl alpha/-stable processes in traffic modelling. This study is suggested by the goodness of /spl alpha/-stable p...Show More

Abstract:

The paper presents the analysis of the applicability of /spl alpha/-stable processes in traffic modelling. This study is suggested by the goodness of /spl alpha/-stable processes in capturing not only the long range dependence (LRD) of actual traffic, but also the heavy tailness of its marginal distribution. The relevance of this property is proved by means of discrete event simulations carried out considering two different data traffic sets, respectively related to a LAN-to-LAN interconnection and entertainment video service. Errors in the estimation of Hurst parameter and in the evaluation of queueing behaviour are highlighted either analytically and empirically by simulations. In particular the queueing simulations have emphasised the improvements in the performance forecasting introduced by the higher flexibility of /spl alpha/-stable model with respect to the widely used fractional Brownian motion (FBM).
Date of Conference: 18-22 June 2000
Date Added to IEEE Xplore: 06 August 2002
Print ISBN:0-7803-6283-7
Conference Location: New Orleans, LA, USA

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